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The convergence properties of the stationary Fokker-Planck algorithm for the estimation of the asymptotic density of stochastic search processes is studied. Theoretical and empirical arguments for the characterization of convergence of the…

神经与进化计算 · 计算机科学 2009-07-02 Arturo Berrones

The Fokker-Planck equation has been very useful for studying dynamic behavior of stochastic differential equations driven by Gaussian noises. However, there are both theoretical and empirical reasons to consider similar equations driven by…

chao-dyn · 物理学 2007-05-23 D. Schertzer , M. Larchevêque , J. Duan , V. V. Yanovsky , S. Lovejoy

We develop a recursive method for perturbative solutions of the Fokker-Planck equation with nonlinear drift. The series expansion of the time-dependent probability density in terms of powers of the coupling constant is obtained by solving a…

统计力学 · 物理学 2009-12-06 Jens Dreger , Axel Pelster , Bodo Hamprecht

The phenomena of nonlocal transport in magnetically confined plasma are theoretically analyzed. A hybrid model is proposed, which brings together the notion of inverse energy cascade, typical of drift-wave- and two-dimensional fluid…

等离子体物理 · 物理学 2013-07-02 Alexander V. Milovanov , Jens Juul Rasmussen

Stochastic models of chemical systems are often analysed by solving the corresponding Fokker-Planck equation which is a drift-diffusion partial differential equation for the probability distribution function. Efficient numerical solution of…

数值分析 · 数学 2011-11-10 Simon L. Cotter , Tomas Vejchodsky , Radek Erban

We propose a systematic method to derive the asymptotic behaviour of the persistence distribution, for a large class of stochastic processes described by a general Fokker-Planck equation in one dimension. Theoretical predictions are…

统计力学 · 物理学 2009-10-31 Jean Farago

We derive non-linear stochastic Fokker-Planck equation from stochastic systems particles with individual and environmental noise via relative entropy method, with pathwise quantitative bounds. Moreover, we prove the existence of a unique…

概率论 · 数学 2026-04-23 Christian Olivera , Alexandre B. de Souza

Numerous evolution equations with nonlocal convolution-type interactions have been proposed. In some cases, a convolution was imposed as the velocity in the advection term. Motivated by analyzing these equations, we approximate advective…

偏微分方程分析 · 数学 2024-02-20 Hideki Murakawa , Yoshitaro Tanaka

The optimized expansion is used to formulate a systematic approximation scheme to the probability distribution of a stochastic system. The first order approximation for the one-dimensional system driven by noise in an anharmonic potential…

统计力学 · 物理学 2009-04-15 Anna Okopińska

A particular type of random dynamical processes is considered, in which the stochasticity is introduced through randomly fluctuating parameters. A method of local multipliers is developed for treating the local stability of such dynamical…

无序系统与神经网络 · 物理学 2015-06-25 V. I. Yukalov

We consider the problem of filtering dynamical systems, possibly stochastic, using observations of statistics. Thus, the computational task is to estimate a time-evolving density $\rho(v, t)$ given noisy observations of the true density…

统计方法学 · 统计学 2024-03-12 Eviatar Bach , Tim Colonius , Isabel Scherl , Andrew Stuart

This article studies the fluctuation behaviour of the stochastic point vortex model with common noise. Using the martingale method combined with a localization argument, we prove that the sequence of fluctuation processes converges in…

概率论 · 数学 2025-01-14 Yufei Shao , Xianliang Zhao

We study the kinetic Fokker-Planck equation perturbed by a stochastic Vlasov force term. When the noise intensity is not too large, we solve the Cauchy Problem in a class of well-localized (in velocity) functions. We also show that, when…

偏微分方程分析 · 数学 2017-06-20 Sylvain De Moor , Julien Vovelle , Luis Miguel Rodrigues

This paper focuses on finding an approximate solution of a kind of Fokker-Planck equation with time-dependent perturbations. A formulation of the approximate solution of the equation is constructed, and then the existence of the formulation…

概率论 · 数学 2025-09-12 Yan Luo , Kaicheng Sheng

We study a stochastic particle system with a logarithmically-singular inter-particle interaction potential which allows for inelastic particle collisions. We relate the squared Bessel process to the evolution of localized clusters of…

概率论 · 数学 2017-10-04 Gleb Zhelezov , Ibrahim Fatkullin

We prove global existence, uniqueness and regularity of the mild, Lp and classical solution of a non-linear Fokker-Planck equation arising in an adaptive importance sampling method for molecular dynamics calculations. The non- linear term…

偏微分方程分析 · 数学 2015-10-15 Houssam Alrachid , Tony Lelièvre , Raafat Talhouk

Computing the invariant probability measure of a randomly perturbed dynamical system usually means solving the stationary Fokker-Planck equation. This paper studies several key properties of a novel data-driven solver for low-dimensional…

数值分析 · 数学 2024-09-23 Matthew Dobson , Yao Li , Jiayu Zhai

We consider a nonlinear stochastic differential equation driven by an $\alpha$-stable L\'{e}vy process ($1<\alpha<2$). We first obtain some regularity results for the probability density of its invariant measure via establishing the a…

概率论 · 数学 2020-08-17 Qi Zhang , Jinqiao Duan

We develop a new method to solve the Fokker-Planck or Kolmogorov's forward equation that governs the time evolution of the joint probability density function of a continuous-time stochastic nonlinear system. Numerical solution of this…

最优化与控制 · 数学 2018-11-16 Kenneth F. Caluya , Abhishek Halder

The focus of this paper is a non-local singular non-linear Fokker-Planck partial differential equation (PDE). The peculiarity of this PDE feature is in its divergence coefficient, which presents a product between a Besov distribution and a…

概率论 · 数学 2026-05-13 Luca Bondi , Elena Issoglio , Francesco Russo